Browse State-of-the-Art › Node Classification › Papers, page 13

Node Classification

Papers archive 2025-07-28

archive papers tagged: 1,860 · with a code link: 991 · where Syntology ran a sample: 305 (256 with a run with no instrument failure, 49 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (305 of 1,860 tagged: 256 with a run with no instrument failure, 49 where every run was a failure of Syntology's instrument)

Page 13 of 19: papers 1,201 to 1,300 of 1,860, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Generation is better than Modification: Combating High Class Homophily Variance in Graph Anomaly Detection
  15 Mar 2024 0 repositories listed
• Robust Subgraph Learning by Monitoring Early Training Representations
  14 Mar 2024 0 repositories listed
• Reduced Jeffries-Matusita distance: A Novel Loss Function to Improve Generalization Performance of Deep Classification Models
  13 Mar 2024 0 repositories listed
• Iterative Graph Neural Network Enhancement via Frequent Subgraph Mining of Explanations
  12 Mar 2024 0 repositories listed
• A Differential Geometric View and Explainability of GNN on Evolving Graphs
  11 Mar 2024 0 repositories listed
• SiGNN: A Spike-induced Graph Neural Network for Dynamic Graph Representation Learning
  11 Mar 2024 0 repositories listed
• Better Schedules for Low Precision Training of Deep Neural Networks
  4 Mar 2024 0 repositories listed
• ROG_(PL): Robust Open-Set Graph Learning via Region-Based Prototype Learning
  28 Feb 2024 0 repositories listed
• GNNDLD: Graph Neural Network with Directional Label Distribution
  26 Feb 2024 0 repositories listed
• Hyperdimensional Representation Learning for Node Classification and Link Prediction
  26 Feb 2024 0 repositories listed
• Understanding Oversmoothing in Diffusion-Based GNNs From the Perspective of Operator Semigroup Theory
  23 Feb 2024 0 repositories listed
• Link Prediction with Physics-Inspired Graph Neural Networks
  22 Feb 2024 0 repositories listed
• BuffGraph: Enhancing Class-Imbalanced Node Classification via Buffer Nodes
  20 Feb 2024 0 repositories listed
• Can we Soft Prompt LLMs for Graph Learning Tasks?
  15 Feb 2024 0 repositories listed
• Class-Balanced and Reinforced Active Learning on Graphs
  15 Feb 2024 0 repositories listed
• HyperMagNet: A Magnetic Laplacian based Hypergraph Neural Network
  15 Feb 2024 0 repositories listed
• Low-Rank Graph Contrastive Learning for Node Classification
  14 Feb 2024 0 repositories listed
• Message Detouring: A Simple Yet Effective Cycle Representation for Expressive Graph Learning
  12 Feb 2024 0 repositories listed
• ExGRG: Explicitly-Generated Relation Graph for Self-Supervised Representation Learning
  9 Feb 2024 0 repositories listed
• Flexible infinite-width graph convolutional networks and the importance of representation learning
  9 Feb 2024 0 repositories listed
• Game-theoretic Counterfactual Explanation for Graph Neural Networks
  8 Feb 2024 0 repositories listed
• Training-Free Message Passing for Learning on Hypergraphs
  8 Feb 2024 0 repositories listed
• Large Language Model Meets Graph Neural Network in Knowledge Distillation
  8 Feb 2024 0 repositories listed
• Feature Distribution on Graph Topology Mediates the Effect of Graph Convolution: Homophily Perspective
  7 Feb 2024 0 repositories listed
• Active Learning for Graphs with Noisy Structures
  4 Feb 2024 0 repositories listed
• CPT: Competence-progressive Training Strategy for Few-shot Node Classification
  1 Feb 2024 0 repositories listed
• Graph Transformers without Positional Encodings
  31 Jan 2024 0 repositories listed
• GraphViz2Vec: A Structure-aware Feature Generation Model to Improve Classification in GNNs
  30 Jan 2024 0 repositories listed
• FedGT: Federated Node Classification with Scalable Graph Transformer
  26 Jan 2024 0 repositories listed
• DeepRicci: Self-supervised Graph Structure-Feature Co-Refinement for Alleviating Over-squashing
  23 Jan 2024 0 repositories listed
• AdaFGL: A New Paradigm for Federated Node Classification with Topology Heterogeneity
  22 Jan 2024 0 repositories listed
• Distribution Consistency based Self-Training for Graph Neural Networks with Sparse Labels
  18 Jan 2024 0 repositories listed
• Rethinking Spectral Graph Neural Networks with Spatially Adaptive Filtering
  17 Jan 2024 0 repositories listed
• Graph Transformer GANs with Graph Masked Modeling for Architectural Layout Generation
  15 Jan 2024 0 repositories listed
• Predicting the structure of dynamic graphs
  8 Jan 2024 0 repositories listed
• SynHING: Synthetic Heterogeneous Information Network Generation for Graph Learning and Explanation
  7 Jan 2024 0 repositories listed
• Effective backdoor attack on graph neural networks in link prediction tasks
  5 Jan 2024 0 repositories listed
• A clean-label graph backdoor attack method in node classification task
  30 Dec 2023 0 repositories listed
• Explainability-Based Adversarial Attack on Graphs Through Edge Perturbation
  28 Dec 2023 0 repositories listed
• Refining Latent Homophilic Structures over Heterophilic Graphs for Robust Graph Convolution Networks
  27 Dec 2023 0 repositories listed
• Poincaré Differential Privacy for Hierarchy-Aware Graph Embedding
  19 Dec 2023 0 repositories listed
• Model Stealing Attack against Graph Classification with Authenticity, Uncertainty and Diversity
  18 Dec 2023 0 repositories listed
• Dynamic Spiking Framework for Graph Neural Networks
  15 Dec 2023 0 repositories listed
• GraphRARE: Reinforcement Learning Enhanced Graph Neural Network with Relative Entropy
  15 Dec 2023 0 repositories listed
• EdgePruner: Poisoned Edge Pruning in Graph Contrastive Learning
  12 Dec 2023 0 repositories listed
• ASWT-SGNN: Adaptive Spectral Wavelet Transform-based Self-Supervised Graph Neural Network
  10 Dec 2023 0 repositories listed
• Isomorphic-Consistent Variational Graph Auto-Encoders for Multi-Level Graph Representation Learning
  9 Dec 2023 0 repositories listed
• HC-Ref: Hierarchical Constrained Refinement for Robust Adversarial Training of GNNs
  8 Dec 2023 0 repositories listed
• Breaking the Entanglement of Homophily and Heterophily in Semi-supervised Node Classification
  7 Dec 2023 0 repositories listed
• Node-aware Bi-smoothing: Certified Robustness against Graph Injection Attacks
  7 Dec 2023 0 repositories listed
• Provable Adversarial Robustness for Group Equivariant Tasks: Graphs, Point Clouds, Molecules, and More
  5 Dec 2023 0 repositories listed Syntology 22 ran (of which 1 constructed an object rather than computing a result; 19 with no instrument failure: 0 honoured, 0 violated, 19 with no contract checked; 3 where Syntology's instrument failed) · 9 unverified (of 31 harvested samples) · 4 pointer-only (licence)
• Uncertainty in Graph Contrastive Learning with Bayesian Neural Networks
  30 Nov 2023 0 repositories listed
• On the Adversarial Robustness of Graph Contrastive Learning Methods
  29 Nov 2023 0 repositories listed
• Propagate & Distill: Towards Effective Graph Learners Using Propagation-Embracing MLPs
  29 Nov 2023 0 repositories listed
• Attend Who is Weak: Enhancing Graph Condensation via Cross-Free Adversarial Training
  27 Nov 2023 0 repositories listed
• Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs
  24 Nov 2023 0 repositories listed
• Unveiling the Unseen Potential of Graph Learning through MLPs: Effective Graph Learners Using Propagation-Embracing MLPs
  20 Nov 2023 0 repositories listed
• Self-Supervised Pretraining for Heterogeneous Hypergraph Neural Networks
  19 Nov 2023 0 repositories listed
• Dirichlet Energy Enhancement of Graph Neural Networks by Framelet Augmentation
  9 Nov 2023 0 repositories listed
• Edge2Node: Reducing Edge Prediction to Node Classification
  6 Nov 2023 0 repositories listed
• VIGraph: Generative Self-supervised Learning for Class-Imbalanced Node Classification
  2 Nov 2023 0 repositories listed
• Hyperbolic Graph Neural Networks at Scale: A Meta Learning Approach
  29 Oct 2023 0 repositories listed Syntology 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 6 harvested samples) · 6 pointer-only (licence)
• BLIS-Net: Classifying and Analyzing Signals on Graphs
  26 Oct 2023 0 repositories listed
• Graph Agent: Explicit Reasoning Agent for Graphs
  25 Oct 2023 0 repositories listed
• Graph Neural Networks with a Distribution of Parametrized Graphs
  25 Oct 2023 0 repositories listed
• Generative and Contrastive Paradigms Are Complementary for Graph Self-Supervised Learning
  24 Oct 2023 0 repositories listed
• Hierarchical Randomized Smoothing
  24 Oct 2023 0 repositories listed
• GNNEvaluator: Evaluating GNN Performance On Unseen Graphs Without Labels
  23 Oct 2023 0 repositories listed
• HetGPT: Harnessing the Power of Prompt Tuning in Pre-Trained Heterogeneous Graph Neural Networks
  23 Oct 2023 0 repositories listed
• Fairness-aware Optimal Graph Filter Design
  22 Oct 2023 0 repositories listed
• Positive-Unlabeled Node Classification with Structure-aware Graph Learning
  20 Oct 2023 0 repositories listed
• Exploring Graph Neural Networks for Indian Legal Judgment Prediction
  19 Oct 2023 0 repositories listed
• MuseGNN: Interpretable and Convergent Graph Neural Network Layers at Scale
  19 Oct 2023 0 repositories listed Syntology 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples)
• Hetero²Net: Heterophily-aware Representation Learning on Heterogenerous Graphs
  18 Oct 2023 0 repositories listed
• A Local Graph Limits Perspective on Sampling-Based GNNs
  17 Oct 2023 0 repositories listed
• SignGT: Signed Attention-based Graph Transformer for Graph Representation Learning
  17 Oct 2023 0 repositories listed
• Topology-guided Hypergraph Transformer Network: Unveiling Structural Insights for Improved Representation
  14 Oct 2023 0 repositories listed
• Heterophily-Based Graph Neural Network for Imbalanced Classification
  12 Oct 2023 0 repositories listed
• NP²L: Negative Pseudo Partial Labels Extraction for Graph Neural Networks
  2 Oct 2023 0 repositories listed
• Sheaf Hypergraph Networks
  29 Sep 2023 0 repositories listed
• Prototype-Enhanced Hypergraph Learning for Heterogeneous Information Networks
  22 Sep 2023 0 repositories listed
• Crypto'Graph: Leveraging Privacy-Preserving Distributed Link Prediction for Robust Graph Learning
  19 Sep 2023 0 repositories listed
• Symplectic Structure-Aware Hamiltonian (Graph) Embeddings
  9 Sep 2023 0 repositories listed
• Curve Your Attention: Mixed-Curvature Transformers for Graph Representation Learning
  8 Sep 2023 0 repositories listed
• Towards Unsupervised Graph Completion Learning on Graphs with Features and Structure Missing
  6 Sep 2023 0 repositories listed
• Over-Squashing in Graph Neural Networks: A Comprehensive survey
  29 Aug 2023 0 repositories listed
• Universal Graph Continual Learning
  27 Aug 2023 0 repositories listed
• Unveiling the Role of Message Passing in Dual-Privacy Preservation on GNNs
  25 Aug 2023 0 repositories listed
• Cached Operator Reordering: A Unified View for Fast GNN Training
  23 Aug 2023 0 repositories listed
• KMF: Knowledge-Aware Multi-Faceted Representation Learning for Zero-Shot Node Classification
  15 Aug 2023 0 repositories listed
• Node Embedding for Homophilous Graphs with ARGEW: Augmentation of Random walks by Graph Edge Weights
  11 Aug 2023 0 repositories listed
• 𝒢²Pxy: Generative Open-Set Node Classification on Graphs with Proxy Unknowns
  10 Aug 2023 0 repositories listed
• Local Structure-aware Graph Contrastive Representation Learning
  7 Aug 2023 0 repositories listed
• Communication-Free Distributed GNN Training with Vertex Cut
  6 Aug 2023 0 repositories listed
• Label Inference Attacks against Node-level Vertical Federated GNNs
  4 Aug 2023 0 repositories listed
• Feature Transportation Improves Graph Neural Networks
  29 Jul 2023 0 repositories listed
• MUSE: Multi-View Contrastive Learning for Heterophilic Graphs
  29 Jul 2023 0 repositories listed
• Learning Adaptive Neighborhoods for Graph Neural Networks
  18 Jul 2023 0 repositories listed
• Curriculum Learning for Graph Neural Networks: A Multiview Competence-based Approach
  17 Jul 2023 0 repositories listed
• From random-walks to graph-sprints: a low-latency node embedding framework on continuous-time dynamic graphs
  17 Jul 2023 0 repositories listed

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.